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Dataset subset

FLIP GB1, low-vs-high split (FLIP split)

The split of FLIP GB1, low-vs-high split that FLIP evaluated on. The upstream dataset release is not catalogued here, so no claim is made that this matches its original splits.

Subset and evaluation context

This record describes a particular subset or cohort used in an evaluation. Its results do not describe the full dataset.

Evaluation results

Release 2026-09-17-134cd1815de8 · 13 evaluations · 13 metric rows. Different protocols are not a single leaderboard. Where several source tables report the same metric, the published comparisons above offer a pooled view that names what it does not hold constant.

Results grouped by the exact reported evaluation
Metric and findingCoverage and uncertaintyEvidence
BLOSUM62 on FLIP GB1-LOW-VS-HIGH: GB1 fitness prediction, low-vs-high split

Trained on the split's training set with ten percent held out for validation, scored on its test set.

Author-reported evaluation · Evaluation metadata: source checked

-0.13 spearman

Unit: correlation · Direction: higher

Uncertainty: Not reported

Scored: Not reported · Eligible: Not reported

source checkedflip primary benchmark evidence · Table 4, row(BLOSUM62), column(low-vs-high)

Source checking is not independent reproduction.

CNN on FLIP GB1-LOW-VS-HIGH: GB1 fitness prediction, low-vs-high split

Trained on the split's training set with ten percent held out for validation, scored on its test set.

Author-reported evaluation · Evaluation metadata: source checked

0.51 spearman

Unit: correlation · Direction: higher

Uncertainty: Not reported

Scored: Not reported · Eligible: Not reported

source checkedflip primary benchmark evidence · Table 4, row(CNN), column(low-vs-high)

Source checking is not independent reproduction.

ESM-1b (mean) on FLIP GB1-LOW-VS-HIGH: GB1 fitness prediction, low-vs-high split

Trained on the split's training set with ten percent held out for validation, scored on its test set.

Author-reported evaluation · Evaluation metadata: source checked

0.13 spearman

Unit: correlation · Direction: higher

Uncertainty: Not reported

Scored: Not reported · Eligible: Not reported

source checkedflip primary benchmark evidence · Table 4, row(ESM-1b (mean)), column(low-vs-high)

Source checking is not independent reproduction.

ESM-1b (mut mean) on FLIP GB1-LOW-VS-HIGH: GB1 fitness prediction, low-vs-high split

Trained on the split's training set with ten percent held out for validation, scored on its test set.

Author-reported evaluation · Evaluation metadata: source checked

0.45 spearman

Unit: correlation · Direction: higher

Uncertainty: Not reported

Scored: Not reported · Eligible: Not reported

source checkedflip primary benchmark evidence · Table 4, row(ESM-1b (mut mean)), column(low-vs-high)

Source checking is not independent reproduction.

ESM-1b (per AA) on FLIP GB1-LOW-VS-HIGH: GB1 fitness prediction, low-vs-high split

Trained on the split's training set with ten percent held out for validation, scored on its test set.

Author-reported evaluation · Evaluation metadata: source checked

0.59 spearman

Unit: correlation · Direction: higher

Uncertainty: Not reported

Scored: Not reported · Eligible: Not reported

source checkedflip primary benchmark evidence · Table 4, row(ESM-1b (per AA)), column(low-vs-high)

Source checking is not independent reproduction.

ESM-1v (mean) on FLIP GB1-LOW-VS-HIGH: GB1 fitness prediction, low-vs-high split

Trained on the split's training set with ten percent held out for validation, scored on its test set.

Author-reported evaluation · Evaluation metadata: source checked

0.10 spearman

Unit: correlation · Direction: higher

Uncertainty: Not reported

Scored: Not reported · Eligible: Not reported

source checkedflip primary benchmark evidence · Table 4, row(ESM-1v (mean)), column(low-vs-high)

Source checking is not independent reproduction.

ESM-1v (mut mean) on FLIP GB1-LOW-VS-HIGH: GB1 fitness prediction, low-vs-high split

Trained on the split's training set with ten percent held out for validation, scored on its test set.

Author-reported evaluation · Evaluation metadata: source checked

0.49 spearman

Unit: correlation · Direction: higher

Uncertainty: Not reported

Scored: Not reported · Eligible: Not reported

source checkedflip primary benchmark evidence · Table 4, row(ESM-1v (mut mean)), column(low-vs-high)

Source checking is not independent reproduction.

ESM-1v (per AA) on FLIP GB1-LOW-VS-HIGH: GB1 fitness prediction, low-vs-high split

Trained on the split's training set with ten percent held out for validation, scored on its test set.

Author-reported evaluation · Evaluation metadata: source checked

0.51 spearman

Unit: correlation · Direction: higher

Uncertainty: Not reported

Scored: Not reported · Eligible: Not reported

source checkedflip primary benchmark evidence · Table 4, row(ESM-1v (per AA)), column(low-vs-high)

Source checking is not independent reproduction.

ESM-untrained (mean) on FLIP GB1-LOW-VS-HIGH: GB1 fitness prediction, low-vs-high split

Trained on the split's training set with ten percent held out for validation, scored on its test set.

Author-reported evaluation · Evaluation metadata: source checked

0.10 spearman

Unit: correlation · Direction: higher

Uncertainty: Not reported

Scored: Not reported · Eligible: Not reported

source checkedflip primary benchmark evidence · Table 4, row(ESM-untrained (mean)), column(low-vs-high)

Source checking is not independent reproduction.

ESM-untrained (mut mean) on FLIP GB1-LOW-VS-HIGH: GB1 fitness prediction, low-vs-high split

Trained on the split's training set with ten percent held out for validation, scored on its test set.

Author-reported evaluation · Evaluation metadata: source checked

0.13 spearman

Unit: correlation · Direction: higher

Uncertainty: Not reported

Scored: Not reported · Eligible: Not reported

source checkedflip primary benchmark evidence · Table 4, row(ESM-untrained (mut mean)), column(low-vs-high)

Source checking is not independent reproduction.

ESM-untrained (per AA) on FLIP GB1-LOW-VS-HIGH: GB1 fitness prediction, low-vs-high split

Trained on the split's training set with ten percent held out for validation, scored on its test set.

Author-reported evaluation · Evaluation metadata: source checked

0.23 spearman

Unit: correlation · Direction: higher

Uncertainty: Not reported

Scored: Not reported · Eligible: Not reported

source checkedflip primary benchmark evidence · Table 4, row(ESM-untrained (per AA)), column(low-vs-high)

Source checking is not independent reproduction.

Levenshtein on FLIP GB1-LOW-VS-HIGH: GB1 fitness prediction, low-vs-high split

Trained on the split's training set with ten percent held out for validation, scored on its test set.

Author-reported evaluation · Evaluation metadata: source checked

-0.10 spearman

Unit: correlation · Direction: higher

Uncertainty: Not reported

Scored: Not reported · Eligible: Not reported

source checkedflip primary benchmark evidence · Table 4, row(Levenshtein), column(low-vs-high)

Source checking is not independent reproduction.

Ridge on FLIP GB1-LOW-VS-HIGH: GB1 fitness prediction, low-vs-high split

Trained on the split's training set with ten percent held out for validation, scored on its test set.

Author-reported evaluation · Evaluation metadata: source checked

0.34 spearman

Unit: correlation · Direction: higher

Uncertainty: Not reported

Scored: Not reported · Eligible: Not reported

source checkedflip primary benchmark evidence · Table 4, row(Ridge), column(low-vs-high)

Source checking is not independent reproduction.

Evidence table

Inspect claims, sources and review details

Trace each statement to its source and review. A context-only reference supports the record generally; it does not verify an individual field. Source checking does not reproduce an experiment.

One row per statement and cited source. Multiple citations are not independent evaluations. Shared locators are labelled explicitly.

2 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-09-17-134cd1815de8
Property and statementOriginal source and locationReview and provenance
description

The split of FLIP GB1, low-vs-high split that FLIP evaluated on. The upstream dataset release is not catalogued here, so no claim is made that this matches its original splits.

Context-only references
flip primary benchmark evidence

Original source ↗

No field-specific location recorded

Version: 2021 manuscript
Retrieved: 2026-09-16T21:07:13.889041+00:00

not individually reviewed

No individual claim review recorded

Audit details

Field: description

Source artifact SHA-256: afcf360c88a7a4ae153b3c2d8d4fa6d4ac0abe84f2131b94409abff6447ce363

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

name

FLIP GB1, low-vs-high split (FLIP split)

Context-only references
flip primary benchmark evidence

Original source ↗

No field-specific location recorded

Version: 2021 manuscript
Retrieved: 2026-09-16T21:07:13.889041+00:00

not individually reviewed

No individual claim review recorded

Audit details

Field: name

Source artifact SHA-256: afcf360c88a7a4ae153b3c2d8d4fa6d4ac0abe84f2131b94409abff6447ce363

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Sources and history

Release 2026-09-17-134cd1815de8 · Record review: source checked

1 source records and release historyDownload this release
Technical metadata and extraction receipts

Stable ID: flip-dataset-flip-gb1-low-vs-high-split

areas
proteins-complexes
missing metadata
version: unreported; url: unextracted
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